| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| C-MAPSS FD002 | HSMGNN | RMSE12.98 | 73 | 5d ago | |
| C-MAPSS FD001 | RMSE7.74 | 70 | 24d ago | ||
| C-MAPSS FD003 | RMSE7.18 | 69 | 24d ago | ||
| C-MAPSS FD004 | HSMGNN | RMSE12.88 | 61 | 24d ago | |
| NASA C-MAPSS FD001 (test) | RMSE7.78 | 20 | 1mo ago | ||
| C-MAPSS | DARE-GRAM | RMSE (F1->F2)15.7 | 18 | 1mo ago | |
| XJTU-SY 37.5Hz11kN | multimodal-RUL framework | MSE0.0051 | 15 | 1mo ago | |
| XJTU-SY 35Hz12kN | multimodal-RUL framework | MSE0.0023 | 15 | 1mo ago | |
| Toyota battery dataset | BACE-RUL | RMSE55.34 | 9 | 1mo ago | |
| NASA lithium-ion battery dataset | BACE-RUL | RMSE11.5 | 9 | 24d ago | |
| C-MAPSS Transfer Scenarios | Score (F1->F2)59 | 8 | 1mo ago | ||
| PHM 2010 | Transition Error C1->C40.173 | 8 | 1mo ago | ||
| NASA B0005 | Ours | MAE2.97 | 7 | 24d ago | |
| NASA B0006 | Ours | MAE4.87 | 6 | 24d ago | |
| CALCE CS2_36 | Ours | MAE33.86 | 5 | 24d ago | |
| CALCE CS2_35 | Ours | MAE37.78 | 5 | 24d ago | |
| C-MAPSS v1 (test) | - | RMSE (F1→F2)- | 0 | 1mo ago |
